StudentSim provides public code and a personalized AI-tutor evaluation method suitable for rerunning the chess path; simulator results do not replace real learning outcomes.
Next stepWithin one day, rerun the shipped chess held-out evaluation and check fidelity, responsiveness, API dependencies and the boundary to real-student outcomes.